Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 344.8 KiB |
| Average record size in memory | 353.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 2 |
| Categorical | 2 |
| Numeric | 6 |
Destination Latitude is highly overall correlated with Destination Longitude | High correlation |
Destination Longitude is highly overall correlated with Destination Latitude | High correlation |
Source Latitude is highly overall correlated with Source Longitude | High correlation |
Source Longitude is highly overall correlated with Source Latitude | High correlation |
Timestamp has unique values | Unique |
Source IP has unique values | Unique |
Destination IP has unique values | Unique |
Reproduction
| Analysis started | 2025-02-20 15:08:06.154660 |
|---|---|
| Analysis finished | 2025-02-20 15:08:07.867587 |
| Duration | 1.71 second |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Timestamp
Date
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Minimum | 2025-01-06 00:00:00 |
|---|---|
| Maximum | 2025-02-16 15:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Source IP
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.219 |
| Min length | 9 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 68.134.164.72 |
|---|---|
| 2nd row | 109.213.81.120 |
| 3rd row | 204.110.103.23 |
| 4th row | 154.115.196.51 |
| 5th row | 212.148.134.217 |
| Value | Count | Frequency (%) |
| 41.42.28.25 | 1 | 0.1% |
| 211.50.176.100 | 1 | 0.1% |
| 68.134.164.72 | 1 | 0.1% |
| 109.213.81.120 | 1 | 0.1% |
| 204.110.103.23 | 1 | 0.1% |
| 154.115.196.51 | 1 | 0.1% |
| 212.148.134.217 | 1 | 0.1% |
| 2.119.179.102 | 1 | 0.1% |
| 147.90.85.35 | 1 | 0.1% |
| 156.157.3.241 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2530 | |
| 2 | 1567 | |
| 3 | 880 | 6.7% |
| 4 | 842 | 6.4% |
| 5 | 831 | 6.3% |
| 9 | 758 | 5.7% |
| 7 | 720 | 5.4% |
| 0 | 706 | 5.3% |
| 6 | 701 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13219 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2530 | |
| 2 | 1567 | |
| 3 | 880 | 6.7% |
| 4 | 842 | 6.4% |
| 5 | 831 | 6.3% |
| 9 | 758 | 5.7% |
| 7 | 720 | 5.4% |
| 0 | 706 | 5.3% |
| 6 | 701 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13219 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2530 | |
| 2 | 1567 | |
| 3 | 880 | 6.7% |
| 4 | 842 | 6.4% |
| 5 | 831 | 6.3% |
| 9 | 758 | 5.7% |
| 7 | 720 | 5.4% |
| 0 | 706 | 5.3% |
| 6 | 701 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13219 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2530 | |
| 2 | 1567 | |
| 3 | 880 | 6.7% |
| 4 | 842 | 6.4% |
| 5 | 831 | 6.3% |
| 9 | 758 | 5.7% |
| 7 | 720 | 5.4% |
| 0 | 706 | 5.3% |
| 6 | 701 | 5.3% |
Destination IP
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 60.9 KiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.201 |
| Min length | 9 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 26.153.252.160 |
|---|---|
| 2nd row | 185.131.175.1 |
| 3rd row | 3.11.199.135 |
| 4th row | 185.239.128.97 |
| 5th row | 183.188.102.156 |
| Value | Count | Frequency (%) |
| 204.65.170.49 | 1 | 0.1% |
| 196.167.88.231 | 1 | 0.1% |
| 26.153.252.160 | 1 | 0.1% |
| 185.131.175.1 | 1 | 0.1% |
| 3.11.199.135 | 1 | 0.1% |
| 185.239.128.97 | 1 | 0.1% |
| 183.188.102.156 | 1 | 0.1% |
| 148.72.133.221 | 1 | 0.1% |
| 146.121.244.159 | 1 | 0.1% |
| 204.210.80.185 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2477 | |
| 2 | 1676 | |
| 3 | 905 | 6.9% |
| 4 | 839 | 6.4% |
| 5 | 784 | 5.9% |
| 0 | 743 | 5.6% |
| 6 | 717 | 5.4% |
| 9 | 710 | 5.4% |
| 7 | 699 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13201 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2477 | |
| 2 | 1676 | |
| 3 | 905 | 6.9% |
| 4 | 839 | 6.4% |
| 5 | 784 | 5.9% |
| 0 | 743 | 5.6% |
| 6 | 717 | 5.4% |
| 9 | 710 | 5.4% |
| 7 | 699 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13201 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2477 | |
| 2 | 1676 | |
| 3 | 905 | 6.9% |
| 4 | 839 | 6.4% |
| 5 | 784 | 5.9% |
| 0 | 743 | 5.6% |
| 6 | 717 | 5.4% |
| 9 | 710 | 5.4% |
| 7 | 699 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13201 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3000 | |
| 1 | 2477 | |
| 2 | 1676 | |
| 3 | 905 | 6.9% |
| 4 | 839 | 6.4% |
| 5 | 784 | 5.9% |
| 0 | 743 | 5.6% |
| 6 | 717 | 5.4% |
| 9 | 710 | 5.4% |
| 7 | 699 | 5.3% |
Attack Type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 57.1 KiB |
| Ransomware | |
|---|---|
| Phishing | |
| SQL Injection | |
| DDoS | |
| Malware |
Length
| Max length | 14 |
|---|---|
| Median length | 10 |
| Mean length | 9.299 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ransomware |
|---|---|
| 2nd row | SQL Injection |
| 3rd row | SQL Injection |
| 4th row | Ransomware |
| 5th row | DDoS |
Common Values
| Value | Count | Frequency (%) |
| Ransomware | 172 | |
| Phishing | 172 | |
| SQL Injection | 170 | |
| DDoS | 167 | |
| Malware | 163 | |
| Insider Threat | 156 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ransomware | 172 | |
| phishing | 172 | |
| sql | 170 | |
| injection | 170 | |
| ddos | 167 | |
| malware | 163 | |
| insider | 156 | |
| threat | 156 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 840 | 9.0% |
| a | 826 | 8.9% |
| e | 817 | 8.8% |
| i | 670 | 7.2% |
| r | 647 | 7.0% |
| o | 509 | 5.5% |
| h | 500 | 5.4% |
| s | 500 | 5.4% |
| S | 337 | 3.6% |
| w | 335 | 3.6% |
| Other values (16) | 3318 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9299 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 840 | 9.0% |
| a | 826 | 8.9% |
| e | 817 | 8.8% |
| i | 670 | 7.2% |
| r | 647 | 7.0% |
| o | 509 | 5.5% |
| h | 500 | 5.4% |
| s | 500 | 5.4% |
| S | 337 | 3.6% |
| w | 335 | 3.6% |
| Other values (16) | 3318 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9299 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 840 | 9.0% |
| a | 826 | 8.9% |
| e | 817 | 8.8% |
| i | 670 | 7.2% |
| r | 647 | 7.0% |
| o | 509 | 5.5% |
| h | 500 | 5.4% |
| s | 500 | 5.4% |
| S | 337 | 3.6% |
| w | 335 | 3.6% |
| Other values (16) | 3318 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9299 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 840 | 9.0% |
| a | 826 | 8.9% |
| e | 817 | 8.8% |
| i | 670 | 7.2% |
| r | 647 | 7.0% |
| o | 509 | 5.5% |
| h | 500 | 5.4% |
| s | 500 | 5.4% |
| S | 337 | 3.6% |
| w | 335 | 3.6% |
| Other values (16) | 3318 |
Severity
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.0 KiB |
| Medium | |
|---|---|
| Low | |
| High | |
| Critical |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.186 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High |
|---|---|
| 2nd row | Critical |
| 3rd row | High |
| 4th row | Medium |
| 5th row | Low |
Common Values
| Value | Count | Frequency (%) |
| Medium | 262 | |
| Low | 258 | |
| High | 250 | |
| Critical | 230 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 262 | |
| low | 258 | |
| high | 250 | |
| critical | 230 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 972 | |
| M | 262 | 5.1% |
| e | 262 | 5.1% |
| d | 262 | 5.1% |
| u | 262 | 5.1% |
| m | 262 | 5.1% |
| L | 258 | 5.0% |
| o | 258 | 5.0% |
| w | 258 | 5.0% |
| H | 250 | 4.8% |
| Other values (8) | 1880 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 972 | |
| M | 262 | 5.1% |
| e | 262 | 5.1% |
| d | 262 | 5.1% |
| u | 262 | 5.1% |
| m | 262 | 5.1% |
| L | 258 | 5.0% |
| o | 258 | 5.0% |
| w | 258 | 5.0% |
| H | 250 | 4.8% |
| Other values (8) | 1880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 972 | |
| M | 262 | 5.1% |
| e | 262 | 5.1% |
| d | 262 | 5.1% |
| u | 262 | 5.1% |
| m | 262 | 5.1% |
| L | 258 | 5.0% |
| o | 258 | 5.0% |
| w | 258 | 5.0% |
| H | 250 | 4.8% |
| Other values (8) | 1880 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 972 | |
| M | 262 | 5.1% |
| e | 262 | 5.1% |
| d | 262 | 5.1% |
| u | 262 | 5.1% |
| m | 262 | 5.1% |
| L | 258 | 5.0% |
| o | 258 | 5.0% |
| w | 258 | 5.0% |
| H | 250 | 4.8% |
| Other values (8) | 1880 |
Attempt Count
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.025 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.5107843 |
|---|---|
| Coefficient of variation (CV) | 0.54970417 |
| Kurtosis | -1.1811198 |
| Mean | 10.025 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.0032340051 |
| Sum | 10025 |
| Variance | 30.368744 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 19 | 63 | 6.3% |
| 16 | 62 | 6.2% |
| 10 | 60 | 6.0% |
| 8 | 58 | 5.8% |
| 6 | 57 | 5.7% |
| 9 | 56 | 5.6% |
| 12 | 56 | 5.6% |
| 2 | 56 | 5.6% |
| 1 | 55 | 5.5% |
| 11 | 55 | 5.5% |
| Other values (9) | 422 |
| Value | Count | Frequency (%) |
| 1 | 55 | |
| 2 | 56 | |
| 3 | 53 | |
| 4 | 47 | |
| 5 | 43 | |
| 6 | 57 | |
| 7 | 46 | |
| 8 | 58 | |
| 9 | 56 | |
| 10 | 60 |
| Value | Count | Frequency (%) |
| 19 | 63 | |
| 18 | 45 | |
| 17 | 54 | |
| 16 | 62 | |
| 15 | 40 | |
| 14 | 48 | |
| 13 | 46 | |
| 12 | 56 | |
| 11 | 55 | |
| 10 | 60 |
Data Volume (MB)
Real number (ℝ)
| Distinct | 628 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 499.045 |
| Minimum | 2 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 268.75 |
| median | 504.5 |
| Q3 | 728 |
| 95-th percentile | 954.1 |
| Maximum | 999 |
| Range | 997 |
| Interquartile range (IQR) | 459.25 |
Descriptive statistics
| Standard deviation | 282.69606 |
|---|---|
| Coefficient of variation (CV) | 0.56647408 |
| Kurtosis | -1.0870347 |
| Mean | 499.045 |
| Median Absolute Deviation (MAD) | 230.5 |
| Skewness | 0.011353094 |
| Sum | 499045 |
| Variance | 79917.062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 611 | 6 | 0.6% |
| 556 | 6 | 0.6% |
| 328 | 6 | 0.6% |
| 805 | 5 | 0.5% |
| 537 | 5 | 0.5% |
| 34 | 5 | 0.5% |
| 28 | 4 | 0.4% |
| 57 | 4 | 0.4% |
| 594 | 4 | 0.4% |
| 803 | 4 | 0.4% |
| Other values (618) | 951 |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 1 | 0.1% |
| 13 | 1 | 0.1% |
| 15 | 2 | |
| 16 | 3 | |
| 17 | 1 | 0.1% |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 1 | 0.1% |
| 998 | 1 | 0.1% |
| 997 | 4 | |
| 996 | 2 | |
| 994 | 2 | |
| 992 | 2 | |
| 990 | 2 | |
| 989 | 2 | |
| 988 | 2 | |
| 987 | 1 | 0.1% |
Source Latitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.233666 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 222 |
| Negative (%) | 22.2% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 45.5017 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 11.4495 |
Descriptive statistics
| Standard deviation | 32.093469 |
|---|---|
| Coefficient of variation (CV) | 1.2233696 |
| Kurtosis | -0.29132096 |
| Mean | 26.233666 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.2069873 |
| Sum | 26233.666 |
| Variance | 1029.9908 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -27.4698 | 89 | 8.9% |
| 34.0522 | 77 | 7.7% |
| 43.651 | 72 | 7.2% |
| 35.0116 | 72 | 7.2% |
| 41.8781 | 69 | 6.9% |
| 40.7128 | 69 | 6.9% |
| -33.8688 | 68 | 6.8% |
| 49.2827 | 68 | 6.8% |
| 34.6937 | 66 | 6.6% |
| -37.8136 | 65 | 6.5% |
| Other values (5) | 285 |
| Value | Count | Frequency (%) |
| -37.8136 | 65 | |
| -33.8688 | 68 | |
| -27.4698 | 89 | |
| 34.0522 | 77 | |
| 34.6937 | 66 | |
| 35.0116 | 72 | |
| 35.6895 | 56 | |
| 40.7128 | 69 | |
| 41.8781 | 69 | |
| 43.651 | 72 |
| Value | Count | Frequency (%) |
| 55.9533 | 58 | |
| 53.4808 | 53 | |
| 51.5074 | 61 | |
| 49.2827 | 68 | |
| 45.5017 | 57 | |
| 43.651 | 72 | |
| 41.8781 | 69 | |
| 40.7128 | 69 | |
| 35.6895 | 56 | |
| 35.0116 | 72 |
Source Longitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.01752 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 584 |
| Negative (%) | 58.4% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 109.47411 |
|---|---|
| Coefficient of variation (CV) | 5.2087073 |
| Kurtosis | -1.730876 |
| Mean | 21.01752 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.074616537 |
| Sum | 21017.52 |
| Variance | 11984.581 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 153.0251 | 89 | 8.9% |
| -118.2437 | 77 | 7.7% |
| -79.347 | 72 | 7.2% |
| 135.7681 | 72 | 7.2% |
| -87.6298 | 69 | 6.9% |
| -74.006 | 69 | 6.9% |
| 151.2093 | 68 | 6.8% |
| -123.1207 | 68 | 6.8% |
| 135.5023 | 66 | 6.6% |
| 144.9631 | 65 | 6.5% |
| Other values (5) | 285 |
| Value | Count | Frequency (%) |
| -123.1207 | 68 | |
| -118.2437 | 77 | |
| -87.6298 | 69 | |
| -79.347 | 72 | |
| -74.006 | 69 | |
| -73.5673 | 57 | |
| -3.1883 | 58 | |
| -2.2426 | 53 | |
| -0.1278 | 61 | |
| 135.5023 | 66 |
| Value | Count | Frequency (%) |
| 153.0251 | 89 | |
| 151.2093 | 68 | |
| 144.9631 | 65 | |
| 139.6917 | 56 | |
| 135.7681 | 72 | |
| 135.5023 | 66 | |
| -0.1278 | 61 | |
| -2.2426 | 53 | |
| -3.1883 | 58 | |
| -73.5673 | 57 |
Destination Latitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.292311 |
| Minimum | -37.8136 |
|---|---|
| Maximum | 55.9533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 194 |
| Negative (%) | 19.4% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -37.8136 |
|---|---|
| 5-th percentile | -37.8136 |
| Q1 | 34.0522 |
| median | 40.7128 |
| Q3 | 49.2827 |
| 95-th percentile | 55.9533 |
| Maximum | 55.9533 |
| Range | 93.7669 |
| Interquartile range (IQR) | 15.2305 |
Descriptive statistics
| Standard deviation | 31.183854 |
|---|---|
| Coefficient of variation (CV) | 1.1022024 |
| Kurtosis | 0.2327287 |
| Mean | 28.292311 |
| Median Absolute Deviation (MAD) | 6.6606 |
| Skewness | -1.3904796 |
| Sum | 28292.311 |
| Variance | 972.43273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| -37.8136 | 79 | 7.9% |
| 49.2827 | 78 | 7.8% |
| 34.0522 | 77 | 7.7% |
| 40.7128 | 76 | 7.6% |
| 35.0116 | 69 | 6.9% |
| 41.8781 | 67 | 6.7% |
| 45.5017 | 65 | 6.5% |
| 34.6937 | 65 | 6.5% |
| 35.6895 | 65 | 6.5% |
| 51.5074 | 63 | 6.3% |
| Other values (5) | 296 |
| Value | Count | Frequency (%) |
| -37.8136 | 79 | |
| -33.8688 | 60 | |
| -27.4698 | 55 | |
| 34.0522 | 77 | |
| 34.6937 | 65 | |
| 35.0116 | 69 | |
| 35.6895 | 65 | |
| 40.7128 | 76 | |
| 41.8781 | 67 | |
| 43.651 | 58 |
| Value | Count | Frequency (%) |
| 55.9533 | 62 | |
| 53.4808 | 61 | |
| 51.5074 | 63 | |
| 49.2827 | 78 | |
| 45.5017 | 65 | |
| 43.651 | 58 | |
| 41.8781 | 67 | |
| 40.7128 | 76 | |
| 35.6895 | 65 | |
| 35.0116 | 69 |
Destination Longitude
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.266275 |
| Minimum | -123.1207 |
|---|---|
| Maximum | 153.0251 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 607 |
| Negative (%) | 60.7% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -123.1207 |
|---|---|
| 5-th percentile | -123.1207 |
| Q1 | -79.347 |
| median | -2.2426 |
| Q3 | 139.6917 |
| 95-th percentile | 153.0251 |
| Maximum | 153.0251 |
| Range | 276.1458 |
| Interquartile range (IQR) | 219.0387 |
Descriptive statistics
| Standard deviation | 108.20506 |
|---|---|
| Coefficient of variation (CV) | 6.6521103 |
| Kurtosis | -1.6889094 |
| Mean | 16.266275 |
| Median Absolute Deviation (MAD) | 116.0011 |
| Skewness | 0.14096417 |
| Sum | 16266.275 |
| Variance | 11708.334 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 144.9631 | 79 | 7.9% |
| -123.1207 | 78 | 7.8% |
| -118.2437 | 77 | 7.7% |
| -74.006 | 76 | 7.6% |
| 135.7681 | 69 | 6.9% |
| -87.6298 | 67 | 6.7% |
| -73.5673 | 65 | 6.5% |
| 135.5023 | 65 | 6.5% |
| 139.6917 | 65 | 6.5% |
| -0.1278 | 63 | 6.3% |
| Other values (5) | 296 |
| Value | Count | Frequency (%) |
| -123.1207 | 78 | |
| -118.2437 | 77 | |
| -87.6298 | 67 | |
| -79.347 | 58 | |
| -74.006 | 76 | |
| -73.5673 | 65 | |
| -3.1883 | 62 | |
| -2.2426 | 61 | |
| -0.1278 | 63 | |
| 135.5023 | 65 |
| Value | Count | Frequency (%) |
| 153.0251 | 55 | |
| 151.2093 | 60 | |
| 144.9631 | 79 | |
| 139.6917 | 65 | |
| 135.7681 | 69 | |
| 135.5023 | 65 | |
| -0.1278 | 63 | |
| -2.2426 | 61 | |
| -3.1883 | 62 | |
| -73.5673 | 65 |
Interactions
Correlations
| Attack Type | Attempt Count | Data Volume (MB) | Destination Latitude | Destination Longitude | Severity | Source Latitude | Source Longitude | |
|---|---|---|---|---|---|---|---|---|
| Attack Type | 1.000 | 0.040 | 0.000 | 0.029 | 0.033 | 0.000 | 0.000 | 0.000 |
| Attempt Count | 0.040 | 1.000 | -0.035 | 0.052 | -0.021 | 0.000 | -0.012 | 0.000 |
| Data Volume (MB) | 0.000 | -0.035 | 1.000 | 0.021 | -0.022 | 0.000 | 0.017 | -0.003 |
| Destination Latitude | 0.029 | 0.052 | 0.021 | 1.000 | -0.511 | 0.026 | 0.016 | 0.001 |
| Destination Longitude | 0.033 | -0.021 | -0.022 | -0.511 | 1.000 | 0.000 | 0.015 | -0.025 |
| Severity | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 1.000 | 0.000 | 0.000 |
| Source Latitude | 0.000 | -0.012 | 0.017 | 0.016 | 0.015 | 0.000 | 1.000 | -0.549 |
| Source Longitude | 0.000 | 0.000 | -0.003 | 0.001 | -0.025 | 0.000 | -0.549 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2025-01-06 00:00:00 | 68.134.164.72 | 26.153.252.160 | Ransomware | High | 9 | 208 | 40.7128 | -74.0060 | -27.4698 | 153.0251 |
| 1 | 2025-01-06 01:00:00 | 109.213.81.120 | 185.131.175.1 | SQL Injection | Critical | 1 | 420 | -33.8688 | 151.2093 | -27.4698 | 153.0251 |
| 2 | 2025-01-06 02:00:00 | 204.110.103.23 | 3.11.199.135 | SQL Injection | High | 1 | 69 | 53.4808 | -2.2426 | 35.0116 | 135.7681 |
| 3 | 2025-01-06 03:00:00 | 154.115.196.51 | 185.239.128.97 | Ransomware | Medium | 5 | 391 | 45.5017 | -73.5673 | 35.0116 | 135.7681 |
| 4 | 2025-01-06 04:00:00 | 212.148.134.217 | 183.188.102.156 | DDoS | Low | 10 | 899 | -27.4698 | 153.0251 | 55.9533 | -3.1883 |
| 5 | 2025-01-06 05:00:00 | 2.119.179.102 | 148.72.133.221 | Ransomware | Low | 2 | 605 | 43.6510 | -79.3470 | -33.8688 | 151.2093 |
| 6 | 2025-01-06 06:00:00 | 124.178.141.180 | 71.110.106.202 | Insider Threat | Low | 4 | 78 | 34.6937 | 135.5023 | 45.5017 | -73.5673 |
| 7 | 2025-01-06 07:00:00 | 32.110.204.146 | 179.36.153.217 | SQL Injection | Medium | 11 | 393 | 45.5017 | -73.5673 | 40.7128 | -74.0060 |
| 8 | 2025-01-06 08:00:00 | 41.42.28.25 | 204.65.170.49 | DDoS | Critical | 3 | 674 | 34.0522 | -118.2437 | 41.8781 | -87.6298 |
| 9 | 2025-01-06 09:00:00 | 41.219.100.183 | 35.160.133.130 | Malware | Medium | 1 | 162 | 40.7128 | -74.0060 | 51.5074 | -0.1278 |
| Timestamp | Source IP | Destination IP | Attack Type | Severity | Attempt Count | Data Volume (MB) | Source Latitude | Source Longitude | Destination Latitude | Destination Longitude | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 2025-02-16 06:00:00 | 11.174.103.117 | 148.1.128.214 | Insider Threat | Low | 2 | 956 | 55.9533 | -3.1883 | 45.5017 | -73.5673 |
| 991 | 2025-02-16 07:00:00 | 44.190.204.123 | 21.66.42.61 | Insider Threat | High | 6 | 667 | 51.5074 | -0.1278 | 49.2827 | -123.1207 |
| 992 | 2025-02-16 08:00:00 | 71.22.91.242 | 109.106.166.96 | Phishing | High | 7 | 327 | 49.2827 | -123.1207 | 53.4808 | -2.2426 |
| 993 | 2025-02-16 09:00:00 | 109.60.240.202 | 11.211.49.7 | DDoS | Critical | 10 | 860 | -33.8688 | 151.2093 | -37.8136 | 144.9631 |
| 994 | 2025-02-16 10:00:00 | 49.51.150.124 | 54.91.252.232 | DDoS | Critical | 15 | 414 | 49.2827 | -123.1207 | -37.8136 | 144.9631 |
| 995 | 2025-02-16 11:00:00 | 188.129.228.85 | 211.86.12.2 | Ransomware | High | 1 | 396 | 41.8781 | -87.6298 | -37.8136 | 144.9631 |
| 996 | 2025-02-16 12:00:00 | 161.10.117.39 | 163.126.132.81 | SQL Injection | Medium | 19 | 28 | -27.4698 | 153.0251 | 35.0116 | 135.7681 |
| 997 | 2025-02-16 13:00:00 | 85.8.176.145 | 101.19.239.116 | Ransomware | Medium | 16 | 543 | 34.0522 | -118.2437 | 40.7128 | -74.0060 |
| 998 | 2025-02-16 14:00:00 | 193.13.249.52 | 182.223.24.237 | DDoS | High | 6 | 940 | 34.6937 | 135.5023 | 40.7128 | -74.0060 |
| 999 | 2025-02-16 15:00:00 | 211.50.176.100 | 196.167.88.231 | Insider Threat | Medium | 2 | 547 | 55.9533 | -3.1883 | 41.8781 | -87.6298 |